Aeron, Shuchin

15 publications

NeurIPS 2025 BAM-ICL: Causal Hijacking In-Context Learning with Budgeted Adversarial Manipulation Rui Chu, Bingyin Zhao, Hanling Jiang, Shuchin Aeron, Yingjie Lao

TMLR 2025 Hard-Negative Sampling for Contrastive Learning: Optimal Representation Geometry and Neural- vs Dimensional-Collapse Ruijie Jiang, Thuan Nguyen, Shuchin Aeron, Prakash Ishwar

AISTATS 2025 Linearized Wasserstein Barycenters: Synthesis, Analysis, Representational Capacity, and Applications Matthew Werenski, Brendan Mallery, Shuchin Aeron, James M. Murphy

AISTATS 2025 Synthesis and Analysis of Data as Probability Measures with Entropy-Regularized Optimal Transport Brendan Mallery, James M. Murphy, Shuchin Aeron

CVPR 2024 Systematic Comparison of Semi-Supervised and Self-Supervised Learning for Medical Image Classification Zhe Huang, Ruijie Jiang, Shuchin Aeron, Michael C. Hughes

ICMLW 2023 Geometrically Regularized Wasserstein Dictionary Learning Marshall Mueller, Shuchin Aeron, James M. Murphy, Abiy Tasissa

JMLR 2023 Multivariate Soft Rank via Entropy-Regularized Optimal Transport: Sample Efficiency and Generative Modeling Shoaib Bin Masud, Matthew Werenski, James M. Murphy, Shuchin Aeron

ICML 2022 Easy Variational Inference for Categorical Models via an Independent Binary Approximation Michael T Wojnowicz, Shuchin Aeron, Eric L Miller, Michael Hughes

NeurIPSW 2022 Learning with Noisy Labels Using Low-Dimensional Model Trajectory Vasu Singla, Shuchin Aeron, Toshiaki Koike-Akino, Kieran Parsons, Matthew Brand, Ye Wang

ICML 2022 Measure Estimation in the Barycentric Coding Model Matthew Werenski, Ruijie Jiang, Abiy Tasissa, Shuchin Aeron, James M Murphy

NeurIPS 2021 Dynamical Wasserstein Barycenters for Time-Series Modeling Kevin Cheng, Shuchin Aeron, Michael C Hughes, Eric L Miller

ICML 2020 Representation Learning via Adversarially-Contrastive Optimal Transport Anoop Cherian, Shuchin Aeron

ICCV 2017 Efficient Low Rank Tensor Ring Completion Wenqi Wang, Vaneet Aggarwal, Shuchin Aeron

IJCAI 2016 Denoising and Completion of 3D Data via Multidimensional Dictionary Learning Zemin Zhang, Shuchin Aeron

CVPR 2014 Novel Methods for Multilinear Data Completion and De-Noising Based on Tensor-SVD Zemin Zhang, Gregory Ely, Shuchin Aeron, Ning Hao, Misha Kilmer